Dataset statistics
| Number of variables | 43 |
|---|---|
| Number of observations | 23413 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 4.0 MiB |
| Average record size in memory | 178.0 B |
Variable types
| Numeric | 17 |
|---|---|
| Categorical | 26 |
Annual_Income is highly overall correlated with Monthly_Inhand_Salary and 2 other fields | High correlation |
Monthly_Inhand_Salary is highly overall correlated with Annual_Income and 2 other fields | High correlation |
Num_Bank_Accounts is highly overall correlated with Interest_Rate and 6 other fields | High correlation |
Num_Credit_Card is highly overall correlated with Interest_Rate and 2 other fields | High correlation |
Interest_Rate is highly overall correlated with Num_Bank_Accounts and 7 other fields | High correlation |
Num_of_Loan is highly overall correlated with Num_Bank_Accounts and 6 other fields | High correlation |
Delay_from_due_date is highly overall correlated with Num_Bank_Accounts and 10 other fields | High correlation |
Num_of_Delayed_Payment is highly overall correlated with Num_Bank_Accounts and 6 other fields | High correlation |
Num_Credit_Inquiries is highly overall correlated with Num_Bank_Accounts and 6 other fields | High correlation |
Outstanding_Debt is highly overall correlated with Num_Bank_Accounts and 11 other fields | High correlation |
Credit_History_Age is highly overall correlated with Num_Bank_Accounts and 9 other fields | High correlation |
Amount_invested_monthly is highly overall correlated with Annual_Income and 1 other fields | High correlation |
Monthly_Balance is highly overall correlated with Annual_Income and 1 other fields | High correlation |
Credit_Mix is highly overall correlated with Outstanding_Debt and 3 other fields | High correlation |
Credit_Score is highly overall correlated with Delay_from_due_date and 5 other fields | High correlation |
Payment_of_Min_Amount_No is highly overall correlated with Delay_from_due_date and 5 other fields | High correlation |
Payment_of_Min_Amount_Yes is highly overall correlated with Delay_from_due_date and 5 other fields | High correlation |
Occupation_Accountant is highly imbalanced (65.8%) | Imbalance |
Occupation_Architect is highly imbalanced (66.2%) | Imbalance |
Occupation_Developer is highly imbalanced (66.9%) | Imbalance |
Occupation_Doctor is highly imbalanced (67.5%) | Imbalance |
Occupation_Engineer is highly imbalanced (64.7%) | Imbalance |
Occupation_Entrepreneur is highly imbalanced (66.1%) | Imbalance |
Occupation_Journalist is highly imbalanced (66.8%) | Imbalance |
Occupation_Lawyer is highly imbalanced (66.2%) | Imbalance |
Occupation_Manager is highly imbalanced (66.5%) | Imbalance |
Occupation_Mechanic is highly imbalanced (66.6%) | Imbalance |
Occupation_Media_Manager is highly imbalanced (68.1%) | Imbalance |
Occupation_Musician is highly imbalanced (67.4%) | Imbalance |
Occupation_Teacher is highly imbalanced (64.9%) | Imbalance |
Occupation_Writer is highly imbalanced (69.2%) | Imbalance |
Payment_Behaviour_Low_spent_Large_value_payments is highly imbalanced (51.9%) | Imbalance |
Credit_Utilization_Ratio has unique values | Unique |
Num_Bank_Accounts has 1305 (5.6%) zeros | Zeros |
Num_of_Loan has 2301 (9.8%) zeros | Zeros |
Delay_from_due_date has 353 (1.5%) zeros | Zeros |
Num_of_Delayed_Payment has 522 (2.2%) zeros | Zeros |
Num_Credit_Inquiries has 1454 (6.2%) zeros | Zeros |
Total_EMI_per_month has 2162 (9.2%) zeros | Zeros |
Reproduction
| Analysis started | 2023-06-03 15:54:18.634089 |
|---|---|
| Analysis finished | 2023-06-03 15:55:00.691424 |
| Duration | 42.06 seconds |
| Software version | pandas-profiling v0.0.dev0 |
| Download configuration | config.json |
Age
Real number (ℝ)
| Distinct | 44 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 33.168496 |
| Minimum | 14 |
|---|---|
| Maximum | 99 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 205.9 KiB |
Quantile statistics
| Minimum | 14 |
|---|---|
| 5-th percentile | 17 |
| Q1 | 25 |
| median | 33 |
| Q3 | 41 |
| 95-th percentile | 52 |
| Maximum | 99 |
| Range | 85 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 10.580624 |
|---|---|
| Coefficient of variation (CV) | 0.3189962 |
| Kurtosis | -0.7954771 |
| Mean | 33.168496 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.17095243 |
| Sum | 776574 |
| Variance | 111.94961 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 33 | 1286 | 5.5% |
| 28 | 730 | 3.1% |
| 34 | 724 | 3.1% |
| 35 | 719 | 3.1% |
| 25 | 683 | 2.9% |
| 37 | 680 | 2.9% |
| 39 | 678 | 2.9% |
| 27 | 676 | 2.9% |
| 19 | 672 | 2.9% |
| 24 | 672 | 2.9% |
| Other values (34) | 15893 |
| Value | Count | Frequency (%) |
| 14 | 301 | |
| 15 | 373 | |
| 16 | 348 | |
| 17 | 366 | |
| 18 | 568 | |
| 19 | 672 | |
| 20 | 625 | |
| 21 | 629 | |
| 22 | 639 | |
| 23 | 623 |
| Value | Count | Frequency (%) |
| 99 | 1 | < 0.1% |
| 56 | 71 | 0.3% |
| 55 | 289 | |
| 54 | 303 | |
| 53 | 323 | |
| 52 | 330 | |
| 51 | 258 | |
| 50 | 287 | |
| 49 | 331 | |
| 48 | 318 |
Annual_Income
Real number (ℝ)
| Distinct | 8316 |
|---|---|
| Distinct (%) | 35.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 167965.67 |
| Minimum | 7005.93 |
|---|---|
| Maximum | 23912939 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 7005.93 |
|---|---|
| 5-th percentile | 9159.02 |
| Q1 | 18771.66 |
| median | 37612.54 |
| Q3 | 70956.8 |
| 95-th percentile | 137748.17 |
| Maximum | 23912939 |
| Range | 23905933 |
| Interquartile range (IQR) | 52185.14 |
Descriptive statistics
| Standard deviation | 1408502.2 |
|---|---|
| Coefficient of variation (CV) | 8.3856554 |
| Kurtosis | 174.27379 |
| Mean | 167965.67 |
| Median Absolute Deviation (MAD) | 21168.12 |
| Skewness | 12.939679 |
| Sum | 3.9325802 × 109 |
| Variance | 1.9838785 × 1012 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 46855.17 | 8 | < 0.1% |
| 33832.58 | 8 | < 0.1% |
| 40332.61 | 8 | < 0.1% |
| 167753.52 | 8 | < 0.1% |
| 54881.55 | 8 | < 0.1% |
| 53451.48 | 7 | < 0.1% |
| 49675.38 | 7 | < 0.1% |
| 145931.88 | 7 | < 0.1% |
| 34627.86 | 7 | < 0.1% |
| 69932.08 | 7 | < 0.1% |
| Other values (8306) | 23338 |
| Value | Count | Frequency (%) |
| 7005.93 | 5 | |
| 7006.04 | 4 | |
| 7006.52 | 3 | |
| 7011.68 | 3 | |
| 7012.31 | 3 | |
| 7020.54 | 5 | |
| 7021.91 | 4 | |
| 7046.5 | 5 | |
| 7055.84 | 2 | < 0.1% |
| 7056.4 | 3 |
| Value | Count | Frequency (%) |
| 23912939 | 1 | |
| 23871966 | 1 | |
| 23784659 | 1 | |
| 23775314 | 1 | |
| 23498432 | 1 | |
| 23344386 | 1 | |
| 23266988 | 1 | |
| 23070456 | 1 | |
| 22928808 | 1 | |
| 22782091 | 1 |
Monthly_Inhand_Salary
Real number (ℝ)
| Distinct | 8008 |
|---|---|
| Distinct (%) | 34.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3978.965 |
| Minimum | 319.56 |
|---|---|
| Maximum | 15204.63 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 319.56 |
|---|---|
| 5-th percentile | 843.58 |
| Q1 | 1711.76 |
| median | 3080.56 |
| Q3 | 5138.76 |
| 95-th percentile | 10688.28 |
| Maximum | 15204.63 |
| Range | 14885.07 |
| Interquartile range (IQR) | 3427 |
Descriptive statistics
| Standard deviation | 3017.8009 |
|---|---|
| Coefficient of variation (CV) | 0.75843866 |
| Kurtosis | 1.7356396 |
| Mean | 3978.965 |
| Median Absolute Deviation (MAD) | 1537.8 |
| Skewness | 1.4583806 |
| Sum | 93159507 |
| Variance | 9107122.1 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3080.56 | 3589 | 15.3% |
| 1843.08 | 10 | < 0.1% |
| 3491.93 | 9 | < 0.1% |
| 1359.58 | 9 | < 0.1% |
| 1473.03 | 9 | < 0.1% |
| 1462.83 | 8 | < 0.1% |
| 4633.46 | 8 | < 0.1% |
| 807.6 | 8 | < 0.1% |
| 1095.81 | 8 | < 0.1% |
| 1092.94 | 7 | < 0.1% |
| Other values (7998) | 19748 |
| Value | Count | Frequency (%) |
| 319.56 | 3 | |
| 332.13 | 2 | < 0.1% |
| 332.43 | 3 | |
| 333.6 | 1 | < 0.1% |
| 355.21 | 5 | |
| 357.26 | 5 | |
| 358.06 | 2 | < 0.1% |
| 368.37 | 1 | < 0.1% |
| 378.99 | 3 | |
| 379.39 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 15204.63 | 3 | |
| 15136.7 | 4 | |
| 15115.19 | 2 | < 0.1% |
| 15101.94 | 1 | < 0.1% |
| 15091.09 | 2 | < 0.1% |
| 15090.08 | 1 | < 0.1% |
| 15066.78 | 3 | |
| 15038.32 | 3 | |
| 14978.34 | 5 | |
| 14960.25 | 4 |
Num_Bank_Accounts
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 298 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.763038 |
| Minimum | 0 |
|---|---|
| Maximum | 1794 |
| Zeros | 1305 |
| Zeros (%) | 5.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 6 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 1794 |
| Range | 1794 |
| Interquartile range (IQR) | 5 |
Descriptive statistics
| Standard deviation | 114.25558 |
|---|---|
| Coefficient of variation (CV) | 6.8159236 |
| Kurtosis | 138.54936 |
| Mean | 16.763038 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 11.400572 |
| Sum | 392473 |
| Variance | 13054.339 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 2801 | |
| 6 | 2783 | |
| 8 | 2751 | |
| 4 | 2452 | |
| 5 | 2412 | |
| 3 | 2372 | |
| 9 | 1780 | |
| 10 | 1657 | |
| 2 | 1410 | |
| 1 | 1374 | |
| Other values (288) | 1621 |
| Value | Count | Frequency (%) |
| 0 | 1305 | |
| 1 | 1374 | |
| 2 | 1410 | |
| 3 | 2372 | |
| 4 | 2452 | |
| 5 | 2412 | |
| 6 | 2783 | |
| 7 | 2801 | |
| 8 | 2751 | |
| 9 | 1780 |
| Value | Count | Frequency (%) |
| 1794 | 1 | |
| 1793 | 1 | |
| 1786 | 1 | |
| 1779 | 1 | |
| 1778 | 1 | |
| 1766 | 2 | |
| 1756 | 1 | |
| 1748 | 1 | |
| 1733 | 1 | |
| 1719 | 1 |
Num_Credit_Card
Real number (ℝ)
| Distinct | 449 |
|---|---|
| Distinct (%) | 1.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.776492 |
| Minimum | 0 |
|---|---|
| Maximum | 1498 |
| Zeros | 5 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 4 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 1498 |
| Range | 1498 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 131.19784 |
|---|---|
| Coefficient of variation (CV) | 5.7602306 |
| Kurtosis | 73.830062 |
| Mean | 22.776492 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 8.4410055 |
| Sum | 533266 |
| Variance | 17212.874 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 4238 | |
| 7 | 3630 | |
| 6 | 3449 | |
| 4 | 2690 | |
| 3 | 2508 | |
| 8 | 1615 | 6.9% |
| 10 | 1538 | 6.6% |
| 9 | 1501 | 6.4% |
| 2 | 857 | 3.7% |
| 1 | 855 | 3.7% |
| Other values (439) | 532 | 2.3% |
| Value | Count | Frequency (%) |
| 0 | 5 | < 0.1% |
| 1 | 855 | 3.7% |
| 2 | 857 | 3.7% |
| 3 | 2508 | |
| 4 | 2690 | |
| 5 | 4238 | |
| 6 | 3449 | |
| 7 | 3630 | |
| 8 | 1615 | 6.9% |
| 9 | 1501 | 6.4% |
| Value | Count | Frequency (%) |
| 1498 | 2 | |
| 1493 | 1 | |
| 1490 | 2 | |
| 1480 | 1 | |
| 1479 | 1 | |
| 1477 | 2 | |
| 1472 | 1 | |
| 1470 | 1 | |
| 1466 | 1 | |
| 1461 | 2 |
Interest_Rate
Real number (ℝ)
| Distinct | 494 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 72.264298 |
| Minimum | 1 |
|---|---|
| Maximum | 5788 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 7 |
| median | 15 |
| Q3 | 24 |
| 95-th percentile | 33 |
| Maximum | 5788 |
| Range | 5787 |
| Interquartile range (IQR) | 17 |
Descriptive statistics
| Standard deviation | 460.14734 |
|---|---|
| Coefficient of variation (CV) | 6.3675613 |
| Kurtosis | 87.387353 |
| Mean | 72.264298 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 9.1089655 |
| Sum | 1691924 |
| Variance | 211735.58 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8 | 1154 | 4.9% |
| 5 | 1026 | 4.4% |
| 11 | 973 | 4.2% |
| 7 | 963 | 4.1% |
| 6 | 919 | 3.9% |
| 12 | 912 | 3.9% |
| 9 | 910 | 3.9% |
| 10 | 853 | 3.6% |
| 4 | 844 | 3.6% |
| 3 | 833 | 3.6% |
| Other values (484) | 14026 |
| Value | Count | Frequency (%) |
| 1 | 800 | |
| 2 | 778 | |
| 3 | 833 | |
| 4 | 844 | |
| 5 | 1026 | |
| 6 | 919 | |
| 7 | 963 | |
| 8 | 1154 | |
| 9 | 910 | |
| 10 | 853 |
| Value | Count | Frequency (%) |
| 5788 | 1 | |
| 5774 | 1 | |
| 5773 | 1 | |
| 5752 | 1 | |
| 5751 | 1 | |
| 5745 | 1 | |
| 5733 | 1 | |
| 5732 | 2 | |
| 5729 | 1 | |
| 5721 | 1 |
Num_of_Loan
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 121 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.2904796 |
| Minimum | 0 |
|---|---|
| Maximum | 1480 |
| Zeros | 2301 |
| Zeros (%) | 9.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 205.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 2 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 1480 |
| Range | 1480 |
| Interquartile range (IQR) | 4 |
Descriptive statistics
| Standard deviation | 58.67977 |
|---|---|
| Coefficient of variation (CV) | 8.0488215 |
| Kurtosis | 382.6649 |
| Mean | 7.2904796 |
| Median Absolute Deviation (MAD) | 2 |
| Skewness | 18.967951 |
| Sum | 170692 |
| Variance | 3443.3154 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 4 | 4210 | |
| 2 | 3409 | |
| 3 | 3292 | |
| 0 | 2301 | |
| 6 | 2114 | |
| 1 | 2043 | |
| 7 | 2032 | |
| 5 | 1911 | |
| 9 | 1074 | 4.6% |
| 8 | 914 | 3.9% |
| Other values (111) | 113 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 2301 | |
| 1 | 2043 | |
| 2 | 3409 | |
| 3 | 3292 | |
| 4 | 4210 | |
| 5 | 1911 | |
| 6 | 2114 | |
| 7 | 2032 | |
| 8 | 914 | 3.9% |
| 9 | 1074 | 4.6% |
| Value | Count | Frequency (%) |
| 1480 | 1 | |
| 1465 | 1 | |
| 1459 | 1 | |
| 1457 | 1 | |
| 1441 | 1 | |
| 1439 | 1 | |
| 1419 | 1 | |
| 1406 | 1 | |
| 1400 | 1 | |
| 1372 | 1 |
Delay_from_due_date
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 69 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22.748664 |
| Minimum | 0 |
|---|---|
| Maximum | 67 |
| Zeros | 353 |
| Zeros (%) | 1.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3 |
| Q1 | 10 |
| median | 19 |
| Q3 | 31 |
| 95-th percentile | 56 |
| Maximum | 67 |
| Range | 67 |
| Interquartile range (IQR) | 21 |
Descriptive statistics
| Standard deviation | 16.381454 |
|---|---|
| Coefficient of variation (CV) | 0.72010618 |
| Kurtosis | -0.34273147 |
| Mean | 22.748664 |
| Median Absolute Deviation (MAD) | 10 |
| Skewness | 0.78434253 |
| Sum | 532614.48 |
| Variance | 268.35203 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 15 | 813 | 3.5% |
| 14 | 758 | 3.2% |
| 10 | 748 | 3.2% |
| 7 | 726 | 3.1% |
| 8 | 722 | 3.1% |
| 13 | 705 | 3.0% |
| 5 | 694 | 3.0% |
| 11 | 682 | 2.9% |
| 6 | 662 | 2.8% |
| 12 | 660 | 2.8% |
| Other values (59) | 16243 |
| Value | Count | Frequency (%) |
| 0 | 353 | |
| 1 | 383 | |
| 2 | 385 | |
| 3 | 522 | |
| 4 | 489 | |
| 5 | 694 | |
| 6 | 662 | |
| 7 | 726 | |
| 8 | 722 | |
| 9 | 653 |
| Value | Count | Frequency (%) |
| 67 | 6 | < 0.1% |
| 66 | 11 | < 0.1% |
| 65 | 14 | 0.1% |
| 64 | 24 | 0.1% |
| 63 | 24 | 0.1% |
| 62 | 178 | |
| 61 | 177 | |
| 60 | 154 | |
| 59 | 171 | |
| 58 | 202 |
Num_of_Delayed_Payment
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 189 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.028446 |
| Minimum | 0 |
|---|---|
| Maximum | 4340 |
| Zeros | 522 |
| Zeros (%) | 2.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 9 |
| median | 14 |
| Q3 | 18 |
| 95-th percentile | 24 |
| Maximum | 4340 |
| Range | 4340 |
| Interquartile range (IQR) | 9 |
Descriptive statistics
| Standard deviation | 214.76019 |
|---|---|
| Coefficient of variation (CV) | 7.3982668 |
| Kurtosis | 241.80459 |
| Mean | 29.028446 |
| Median Absolute Deviation (MAD) | 5 |
| Skewness | 15.128667 |
| Sum | 679643 |
| Variance | 46121.938 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14 | 2555 | 10.9% |
| 10 | 1166 | 5.0% |
| 18 | 1153 | 4.9% |
| 19 | 1152 | 4.9% |
| 20 | 1139 | 4.9% |
| 9 | 1112 | 4.7% |
| 17 | 1104 | 4.7% |
| 16 | 1070 | 4.6% |
| 8 | 1067 | 4.6% |
| 15 | 1046 | 4.5% |
| Other values (179) | 10849 |
| Value | Count | Frequency (%) |
| 0 | 522 | |
| 1 | 531 | |
| 2 | 538 | |
| 3 | 585 | |
| 4 | 533 | |
| 5 | 621 | |
| 6 | 675 | |
| 7 | 644 | |
| 8 | 1067 | |
| 9 | 1112 |
| Value | Count | Frequency (%) |
| 4340 | 1 | |
| 4319 | 1 | |
| 4295 | 1 | |
| 4282 | 1 | |
| 4281 | 1 | |
| 4266 | 1 | |
| 4262 | 1 | |
| 4231 | 1 | |
| 4211 | 1 | |
| 4178 | 1 |
Changed_Credit_Limit
Real number (ℝ)
| Distinct | 3217 |
|---|---|
| Distinct (%) | 13.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.6132645 |
| Minimum | -6.49 |
|---|---|
| Maximum | 35.3 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 414 |
| Negative (%) | 1.8% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | -6.49 |
|---|---|
| 5-th percentile | 1.07 |
| Q1 | 4.69 |
| median | 8.74 |
| Q3 | 12.9 |
| 95-th percentile | 23.08 |
| Maximum | 35.3 |
| Range | 41.79 |
| Interquartile range (IQR) | 8.21 |
Descriptive statistics
| Standard deviation | 6.6376309 |
|---|---|
| Coefficient of variation (CV) | 0.69046585 |
| Kurtosis | 0.48330391 |
| Mean | 9.6132645 |
| Median Absolute Deviation (MAD) | 4.08 |
| Skewness | 0.82104312 |
| Sum | 225075.36 |
| Variance | 44.058143 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.613264486 | 512 | 2.2% |
| 9.25 | 48 | 0.2% |
| 11.5 | 45 | 0.2% |
| 7.06 | 36 | 0.2% |
| 11.49 | 34 | 0.1% |
| 11.95 | 34 | 0.1% |
| 10.54 | 34 | 0.1% |
| 1.63 | 34 | 0.1% |
| 8.99 | 33 | 0.1% |
| 3.93 | 32 | 0.1% |
| Other values (3207) | 22571 |
| Value | Count | Frequency (%) |
| -6.49 | 1 | |
| -6.43 | 1 | |
| -6.35 | 1 | |
| -6.33 | 1 | |
| -6.32 | 1 | |
| -5.99 | 1 | |
| -5.93 | 1 | |
| -5.78 | 1 | |
| -5.76 | 1 | |
| -5.74 | 1 |
| Value | Count | Frequency (%) |
| 35.3 | 1 | |
| 34.91 | 1 | |
| 34.86 | 1 | |
| 34.53 | 1 | |
| 34.48 | 1 | |
| 34.3 | 1 | |
| 34.12 | 1 | |
| 34.01 | 1 | |
| 33.96 | 1 | |
| 33.61 | 1 |
Num_Credit_Inquiries
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 359 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.515056 |
| Minimum | 0 |
|---|---|
| Maximum | 2587 |
| Zeros | 1454 |
| Zeros (%) | 6.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 3 |
| median | 6 |
| Q3 | 10 |
| 95-th percentile | 14 |
| Maximum | 2587 |
| Range | 2587 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 189.41576 |
|---|---|
| Coefficient of variation (CV) | 6.884077 |
| Kurtosis | 102.61186 |
| Mean | 27.515056 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 9.890863 |
| Sum | 644210 |
| Variance | 35878.331 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 2229 | |
| 4 | 2163 | 9.2% |
| 3 | 2033 | 8.7% |
| 2 | 1751 | 7.5% |
| 8 | 1731 | 7.4% |
| 7 | 1728 | 7.4% |
| 1 | 1718 | 7.3% |
| 11 | 1590 | 6.8% |
| 9 | 1541 | 6.6% |
| 0 | 1454 | 6.2% |
| Other values (349) | 5475 |
| Value | Count | Frequency (%) |
| 0 | 1454 | |
| 1 | 1718 | |
| 2 | 1751 | |
| 3 | 2033 | |
| 4 | 2163 | |
| 5 | 930 | |
| 6 | 2229 | |
| 7 | 1728 | |
| 8 | 1731 | |
| 9 | 1541 |
| Value | Count | Frequency (%) |
| 2587 | 1 | |
| 2572 | 2 | |
| 2564 | 1 | |
| 2551 | 1 | |
| 2547 | 1 | |
| 2544 | 1 | |
| 2542 | 1 | |
| 2540 | 1 | |
| 2529 | 1 | |
| 2521 | 1 |
Credit_Mix
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 3 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 3 |
| 3rd row | 3 |
| 4th row | 1 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 12561 | |
| 1 | 5854 | |
| 2 | 4998 | 21.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 12561 | |
| 1 | 5854 | |
| 2 | 4998 | 21.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 12561 | |
| 1 | 5854 | |
| 2 | 4998 | 21.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 3 | 12561 | |
| 1 | 5854 | |
| 2 | 4998 | 21.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 3 | 12561 | |
| 1 | 5854 | |
| 2 | 4998 | 21.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 3 | 12561 | |
| 1 | 5854 | |
| 2 | 4998 | 21.3% |
Outstanding_Debt
Real number (ℝ)
| Distinct | 8018 |
|---|---|
| Distinct (%) | 34.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1598.1008 |
| Minimum | 0.23 |
|---|---|
| Maximum | 4998.07 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 0.23 |
|---|---|
| 5-th percentile | 139.77 |
| Q1 | 695.46 |
| median | 1361.17 |
| Q3 | 2281.65 |
| 95-th percentile | 4126.76 |
| Maximum | 4998.07 |
| Range | 4997.84 |
| Interquartile range (IQR) | 1586.19 |
Descriptive statistics
| Standard deviation | 1163.5777 |
|---|---|
| Coefficient of variation (CV) | 0.72810028 |
| Kurtosis | 0.37930629 |
| Mean | 1598.1008 |
| Median Absolute Deviation (MAD) | 763.86 |
| Skewness | 0.93534478 |
| Sum | 37416335 |
| Variance | 1353913 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2538.81 | 11 | < 0.1% |
| 463.57 | 10 | < 0.1% |
| 1360.45 | 10 | < 0.1% |
| 2696.09 | 10 | < 0.1% |
| 3626.94 | 9 | < 0.1% |
| 2530.46 | 9 | < 0.1% |
| 66.47 | 9 | < 0.1% |
| 3572.04 | 9 | < 0.1% |
| 796.88 | 9 | < 0.1% |
| 1292.14 | 9 | < 0.1% |
| Other values (8008) | 23318 |
| Value | Count | Frequency (%) |
| 0.23 | 2 | |
| 0.54 | 2 | |
| 0.56 | 1 | < 0.1% |
| 0.77 | 2 | |
| 1.2 | 4 | |
| 1.3 | 4 | |
| 1.48 | 3 | |
| 2.43 | 4 | |
| 3.68 | 2 | |
| 3.74 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 4998.07 | 5 | |
| 4997.1 | 3 | |
| 4997.05 | 1 | < 0.1% |
| 4992.25 | 2 | < 0.1% |
| 4990.91 | 2 | < 0.1% |
| 4987.19 | 2 | < 0.1% |
| 4986.03 | 2 | < 0.1% |
| 4983.86 | 3 | |
| 4975.63 | 2 | < 0.1% |
| 4974.81 | 4 |
Credit_Utilization_Ratio
Real number (ℝ)
| Distinct | 23413 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 32.215666 |
| Minimum | 20.172942 |
|---|---|
| Maximum | 49.522324 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 20.172942 |
|---|---|
| 5-th percentile | 24.183841 |
| Q1 | 27.976271 |
| median | 32.250408 |
| Q3 | 36.458782 |
| 95-th percentile | 40.152072 |
| Maximum | 49.522324 |
| Range | 29.349382 |
| Interquartile range (IQR) | 8.4825113 |
Descriptive statistics
| Standard deviation | 5.1215648 |
|---|---|
| Coefficient of variation (CV) | 0.15897746 |
| Kurtosis | -0.94188773 |
| Mean | 32.215666 |
| Median Absolute Deviation (MAD) | 4.2351899 |
| Skewness | 0.032470915 |
| Sum | 754265.38 |
| Variance | 26.230426 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37.93466475 | 1 | < 0.1% |
| 27.36771187 | 1 | < 0.1% |
| 23.55829516 | 1 | < 0.1% |
| 37.51398837 | 1 | < 0.1% |
| 32.46391157 | 1 | < 0.1% |
| 25.35531002 | 1 | < 0.1% |
| 26.56402492 | 1 | < 0.1% |
| 29.96399943 | 1 | < 0.1% |
| 23.95960253 | 1 | < 0.1% |
| 37.31756332 | 1 | < 0.1% |
| Other values (23403) | 23403 |
| Value | Count | Frequency (%) |
| 20.1729419 | 1 | |
| 20.24413035 | 1 | |
| 20.98560579 | 1 | |
| 20.98591888 | 1 | |
| 20.992914 | 1 | |
| 21.02869026 | 1 | |
| 21.22850297 | 1 | |
| 21.33717658 | 1 | |
| 21.35905054 | 1 | |
| 21.45898741 | 1 |
| Value | Count | Frequency (%) |
| 49.5223243 | 1 | |
| 48.48985173 | 1 | |
| 47.96956024 | 1 | |
| 47.64242451 | 1 | |
| 47.57875179 | 1 | |
| 47.48366327 | 1 | |
| 47.29400692 | 1 | |
| 47.10340881 | 1 | |
| 46.92057454 | 1 | |
| 46.64453623 | 1 |
Credit_History_Age
Real number (ℝ)
| Distinct | 405 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 213.49093 |
| Minimum | 1 |
|---|---|
| Maximum | 404 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 66 |
| Q1 | 143 |
| median | 213.49093 |
| Q3 | 281 |
| 95-th percentile | 377 |
| Maximum | 404 |
| Range | 403 |
| Interquartile range (IQR) | 138 |
Descriptive statistics
| Standard deviation | 94.831951 |
|---|---|
| Coefficient of variation (CV) | 0.44419663 |
| Kurtosis | -0.69827891 |
| Mean | 213.49093 |
| Median Absolute Deviation (MAD) | 69.509074 |
| Skewness | 0.053067912 |
| Sum | 4998463.1 |
| Variance | 8993.0989 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 213.4909262 | 2143 | 9.2% |
| 191 | 115 | 0.5% |
| 231 | 113 | 0.5% |
| 215 | 110 | 0.5% |
| 213 | 109 | 0.5% |
| 212 | 107 | 0.5% |
| 232 | 105 | 0.4% |
| 219 | 105 | 0.4% |
| 233 | 105 | 0.4% |
| 224 | 104 | 0.4% |
| Other values (395) | 20297 |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 2 | 6 | < 0.1% |
| 3 | 6 | < 0.1% |
| 4 | 11 | |
| 5 | 14 | |
| 6 | 11 | |
| 7 | 11 | |
| 8 | 21 | |
| 9 | 20 | |
| 10 | 20 |
| Value | Count | Frequency (%) |
| 404 | 2 | < 0.1% |
| 403 | 1 | < 0.1% |
| 402 | 10 | < 0.1% |
| 401 | 13 | 0.1% |
| 400 | 21 | 0.1% |
| 399 | 34 | |
| 398 | 41 | |
| 397 | 43 | |
| 396 | 52 | |
| 395 | 59 |
Total_EMI_per_month
Real number (ℝ)
| Distinct | 8198 |
|---|---|
| Distinct (%) | 35.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1342.8789 |
| Minimum | 0 |
|---|---|
| Maximum | 82236 |
| Zeros | 2162 |
| Zeros (%) | 9.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 33.767386 |
| median | 73.981294 |
| Q3 | 169.936 |
| 95-th percentile | 472.36108 |
| Maximum | 82236 |
| Range | 82236 |
| Interquartile range (IQR) | 136.16862 |
Descriptive statistics
| Standard deviation | 8027.0441 |
|---|---|
| Coefficient of variation (CV) | 5.9774892 |
| Kurtosis | 55.867748 |
| Mean | 1342.8789 |
| Median Absolute Deviation (MAD) | 52.45971 |
| Skewness | 7.3245001 |
| Sum | 31440824 |
| Variance | 64433437 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 2162 | 9.2% |
| 218.6546697 | 8 | < 0.1% |
| 145.5524217 | 8 | < 0.1% |
| 150.2708913 | 8 | < 0.1% |
| 40.92697968 | 7 | < 0.1% |
| 77.91293447 | 7 | < 0.1% |
| 110.1315508 | 7 | < 0.1% |
| 35.38951471 | 7 | < 0.1% |
| 19.80976191 | 7 | < 0.1% |
| 146.7012526 | 7 | < 0.1% |
| Other values (8188) | 21185 |
| Value | Count | Frequency (%) |
| 0 | 2162 | |
| 4.713183572 | 5 | < 0.1% |
| 5.24927327 | 4 | < 0.1% |
| 5.262291048 | 3 | < 0.1% |
| 5.629824417 | 1 | < 0.1% |
| 5.905518076 | 2 | < 0.1% |
| 5.994895587 | 1 | < 0.1% |
| 6.047450347 | 3 | < 0.1% |
| 6.412118995 | 4 | < 0.1% |
| 6.442169892 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 82236 | 1 | |
| 82095 | 1 | |
| 81971 | 1 | |
| 81209 | 1 | |
| 80981 | 1 | |
| 80768 | 1 | |
| 80679 | 1 | |
| 80602 | 1 | |
| 80501 | 1 | |
| 80497 | 1 |
Amount_invested_monthly
Real number (ℝ)
| Distinct | 21223 |
|---|---|
| Distinct (%) | 90.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 623.40594 |
| Minimum | 0 |
|---|---|
| Maximum | 10000 |
| Zeros | 56 |
| Zeros (%) | 0.2% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 32.160878 |
| Q1 | 76.235889 |
| median | 134.35556 |
| Q3 | 252.70465 |
| 95-th percentile | 1145.1946 |
| Maximum | 10000 |
| Range | 10000 |
| Interquartile range (IQR) | 176.46876 |
Descriptive statistics
| Standard deviation | 2018.9814 |
|---|---|
| Coefficient of variation (CV) | 3.2386304 |
| Kurtosis | 17.435479 |
| Mean | 623.40594 |
| Median Absolute Deviation (MAD) | 70.798083 |
| Skewness | 4.3860455 |
| Sum | 14595803 |
| Variance | 4076285.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 134.35556 | 1109 | 4.7% |
| 10000 | 1028 | 4.4% |
| 0 | 56 | 0.2% |
| 208.8959183 | 1 | < 0.1% |
| 232.1775582 | 1 | < 0.1% |
| 48.00806666 | 1 | < 0.1% |
| 90.84269353 | 1 | < 0.1% |
| 136.0445319 | 1 | < 0.1% |
| 204.6386045 | 1 | < 0.1% |
| 145.5815241 | 1 | < 0.1% |
| Other values (21213) | 21213 |
| Value | Count | Frequency (%) |
| 0 | 56 | |
| 10.11661404 | 1 | < 0.1% |
| 10.1225566 | 1 | < 0.1% |
| 10.14128456 | 1 | < 0.1% |
| 10.14343562 | 1 | < 0.1% |
| 10.20080048 | 1 | < 0.1% |
| 10.2494613 | 1 | < 0.1% |
| 10.28340438 | 1 | < 0.1% |
| 10.33620331 | 1 | < 0.1% |
| 10.35788829 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10000 | 1028 | |
| 1961.21885 | 1 | < 0.1% |
| 1941.237454 | 1 | < 0.1% |
| 1885.645318 | 1 | < 0.1% |
| 1860.919693 | 1 | < 0.1% |
| 1804.332527 | 1 | < 0.1% |
| 1804.233521 | 1 | < 0.1% |
| 1785.786788 | 1 | < 0.1% |
| 1729.241436 | 1 | < 0.1% |
| 1684.861491 | 1 | < 0.1% |
Monthly_Balance
Real number (ℝ)
| Distinct | 23125 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 395.05717 |
| Minimum | 0.095482496 |
|---|---|
| Maximum | 1602.0405 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 183.0 KiB |
Quantile statistics
| Minimum | 0.095482496 |
|---|---|
| 5-th percentile | 171.36689 |
| Q1 | 266.9128 |
| median | 330.56261 |
| Q3 | 452.53029 |
| 95-th percentile | 867.08216 |
| Maximum | 1602.0405 |
| Range | 1601.945 |
| Interquartile range (IQR) | 185.61749 |
Descriptive statistics
| Standard deviation | 214.43463 |
|---|---|
| Coefficient of variation (CV) | 0.54279392 |
| Kurtosis | 3.5236459 |
| Mean | 395.05717 |
| Median Absolute Deviation (MAD) | 79.41909 |
| Skewness | 1.7385404 |
| Sum | 9249473.4 |
| Variance | 45982.209 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 395.0571653 | 289 | 1.2% |
| 246.4845984 | 1 | < 0.1% |
| 814.432899 | 1 | < 0.1% |
| 833.4292499 | 1 | < 0.1% |
| 288.3921991 | 1 | < 0.1% |
| 299.542164 | 1 | < 0.1% |
| 296.5068107 | 1 | < 0.1% |
| 373.2708014 | 1 | < 0.1% |
| 240.0178673 | 1 | < 0.1% |
| 239.245076 | 1 | < 0.1% |
| Other values (23115) | 23115 |
| Value | Count | Frequency (%) |
| 0.09548249602 | 1 | |
| 0.3661470795 | 1 | |
| 0.4191236108 | 1 | |
| 0.4534564914 | 1 | |
| 0.5035823529 | 1 | |
| 0.599640126 | 1 | |
| 0.688298779 | 1 | |
| 0.7102397102 | 1 | |
| 0.9081458437 | 1 | |
| 1.526310326 | 1 |
| Value | Count | Frequency (%) |
| 1602.040519 | 1 | |
| 1566.613165 | 1 | |
| 1558.421841 | 1 | |
| 1555.201051 | 1 | |
| 1528.744936 | 1 | |
| 1507.553363 | 1 | |
| 1478.421322 | 1 | |
| 1474.356118 | 1 | |
| 1468.313963 | 1 | |
| 1463.792328 | 1 |
Credit_Score
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 14499 | |
| 1 | 8914 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 14499 | |
| 1 | 8914 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 14499 | |
| 1 | 8914 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 14499 | |
| 1 | 8914 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 14499 | |
| 1 | 8914 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 14499 | |
| 1 | 8914 |
Occupation_Accountant
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1493 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21920 | |
| 1 | 1493 | 6.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21920 | |
| 1 | 1493 | 6.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21920 | |
| 1 | 1493 | 6.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21920 | |
| 1 | 1493 | 6.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21920 | |
| 1 | 1493 | 6.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21920 | |
| 1 | 1493 | 6.4% |
Occupation_Architect
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1468 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21945 | |
| 1 | 1468 | 6.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21945 | |
| 1 | 1468 | 6.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21945 | |
| 1 | 1468 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21945 | |
| 1 | 1468 | 6.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21945 | |
| 1 | 1468 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21945 | |
| 1 | 1468 | 6.3% |
Occupation_Developer
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1424 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21989 | |
| 1 | 1424 | 6.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21989 | |
| 1 | 1424 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21989 | |
| 1 | 1424 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21989 | |
| 1 | 1424 | 6.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21989 | |
| 1 | 1424 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21989 | |
| 1 | 1424 | 6.1% |
Occupation_Doctor
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1389 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22024 | |
| 1 | 1389 | 5.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22024 | |
| 1 | 1389 | 5.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22024 | |
| 1 | 1389 | 5.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22024 | |
| 1 | 1389 | 5.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22024 | |
| 1 | 1389 | 5.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22024 | |
| 1 | 1389 | 5.9% |
Occupation_Engineer
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1560 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21853 | |
| 1 | 1560 | 6.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21853 | |
| 1 | 1560 | 6.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21853 | |
| 1 | 1560 | 6.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21853 | |
| 1 | 1560 | 6.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21853 | |
| 1 | 1560 | 6.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21853 | |
| 1 | 1560 | 6.7% |
Occupation_Entrepreneur
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1476 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21937 | |
| 1 | 1476 | 6.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21937 | |
| 1 | 1476 | 6.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21937 | |
| 1 | 1476 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21937 | |
| 1 | 1476 | 6.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21937 | |
| 1 | 1476 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21937 | |
| 1 | 1476 | 6.3% |
Occupation_Journalist
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1431 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21982 | |
| 1 | 1431 | 6.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21982 | |
| 1 | 1431 | 6.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21982 | |
| 1 | 1431 | 6.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21982 | |
| 1 | 1431 | 6.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21982 | |
| 1 | 1431 | 6.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21982 | |
| 1 | 1431 | 6.1% |
Occupation_Lawyer
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1470 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21943 | |
| 1 | 1470 | 6.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21943 | |
| 1 | 1470 | 6.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21943 | |
| 1 | 1470 | 6.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21943 | |
| 1 | 1470 | 6.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21943 | |
| 1 | 1470 | 6.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21943 | |
| 1 | 1470 | 6.3% |
Occupation_Manager
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1448 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21965 | |
| 1 | 1448 | 6.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21965 | |
| 1 | 1448 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21965 | |
| 1 | 1448 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21965 | |
| 1 | 1448 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21965 | |
| 1 | 1448 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21965 | |
| 1 | 1448 | 6.2% |
Occupation_Mechanic
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1446 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21967 | |
| 1 | 1446 | 6.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21967 | |
| 1 | 1446 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21967 | |
| 1 | 1446 | 6.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21967 | |
| 1 | 1446 | 6.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21967 | |
| 1 | 1446 | 6.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21967 | |
| 1 | 1446 | 6.2% |
Occupation_Media_Manager
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1354 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22059 | |
| 1 | 1354 | 5.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22059 | |
| 1 | 1354 | 5.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22059 | |
| 1 | 1354 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22059 | |
| 1 | 1354 | 5.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22059 | |
| 1 | 1354 | 5.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22059 | |
| 1 | 1354 | 5.8% |
Occupation_Musician
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1396 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22017 | |
| 1 | 1396 | 6.0% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22017 | |
| 1 | 1396 | 6.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22017 | |
| 1 | 1396 | 6.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22017 | |
| 1 | 1396 | 6.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22017 | |
| 1 | 1396 | 6.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22017 | |
| 1 | 1396 | 6.0% |
Occupation_Scientist
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20194 | |
| 1 | 3219 | 13.7% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 20194 | |
| 1 | 3219 | 13.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20194 | |
| 1 | 3219 | 13.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 20194 | |
| 1 | 3219 | 13.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 20194 | |
| 1 | 3219 | 13.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 20194 | |
| 1 | 3219 | 13.7% |
Occupation_Teacher
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1546 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21867 | |
| 1 | 1546 | 6.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21867 | |
| 1 | 1546 | 6.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21867 | |
| 1 | 1546 | 6.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 21867 | |
| 1 | 1546 | 6.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 21867 | |
| 1 | 1546 | 6.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 21867 | |
| 1 | 1546 | 6.6% |
Occupation_Writer
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 | 1293 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 22120 | |
| 1 | 1293 | 5.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 22120 | |
| 1 | 1293 | 5.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 22120 | |
| 1 | 1293 | 5.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 22120 | |
| 1 | 1293 | 5.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 22120 | |
| 1 | 1293 | 5.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 22120 | |
| 1 | 1293 | 5.5% |
Payment_of_Min_Amount_NM
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20507 | |
| 1 | 2906 | 12.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 20507 | |
| 1 | 2906 | 12.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20507 | |
| 1 | 2906 | 12.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 20507 | |
| 1 | 2906 | 12.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 20507 | |
| 1 | 2906 | 12.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 20507 | |
| 1 | 2906 | 12.4% |
Payment_of_Min_Amount_No
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 14273 | |
| 1 | 9140 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 14273 | |
| 1 | 9140 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 14273 | |
| 1 | 9140 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 14273 | |
| 1 | 9140 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 14273 | |
| 1 | 9140 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 14273 | |
| 1 | 9140 |
Payment_of_Min_Amount_Yes
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 12046 | |
| 1 | 11367 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 12046 | |
| 1 | 11367 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 12046 | |
| 1 | 11367 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 12046 | |
| 1 | 11367 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 12046 | |
| 1 | 11367 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 12046 | |
| 1 | 11367 |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20303 | |
| 1 | 3110 | 13.3% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 20303 | |
| 1 | 3110 | 13.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20303 | |
| 1 | 3110 | 13.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 20303 | |
| 1 | 3110 | 13.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 20303 | |
| 1 | 3110 | 13.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 20303 | |
| 1 | 3110 | 13.3% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19528 | |
| 1 | 3885 | 16.6% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 19528 | |
| 1 | 3885 | 16.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 19528 | |
| 1 | 3885 | 16.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 19528 | |
| 1 | 3885 | 16.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 19528 | |
| 1 | 3885 | 16.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 19528 | |
| 1 | 3885 | 16.6% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20782 | |
| 1 | 2631 | 11.2% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 20782 | |
| 1 | 2631 | 11.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20782 | |
| 1 | 2631 | 11.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 20782 | |
| 1 | 2631 | 11.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 20782 | |
| 1 | 2631 | 11.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 20782 | |
| 1 | 2631 | 11.2% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20985 | |
| 1 | 2428 | 10.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 20985 | |
| 1 | 2428 | 10.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20985 | |
| 1 | 2428 | 10.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 20985 | |
| 1 | 2428 | 10.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 20985 | |
| 1 | 2428 | 10.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 20985 | |
| 1 | 2428 | 10.4% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 20033 | |
| 1 | 3380 | 14.4% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 20033 | |
| 1 | 3380 | 14.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 20033 | |
| 1 | 3380 | 14.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 20033 | |
| 1 | 3380 | 14.4% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 20033 | |
| 1 | 3380 | 14.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 20033 | |
| 1 | 3380 | 14.4% |
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 183.0 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 23413 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 15434 | |
| 1 | 7979 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 15434 | |
| 1 | 7979 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 15434 | |
| 1 | 7979 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 23413 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 15434 | |
| 1 | 7979 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 23413 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 15434 | |
| 1 | 7979 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 23413 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 15434 | |
| 1 | 7979 |
| Age | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | Num_of_Loan | Delay_from_due_date | Num_of_Delayed_Payment | Changed_Credit_Limit | Num_Credit_Inquiries | Outstanding_Debt | Credit_Utilization_Ratio | Credit_History_Age | Total_EMI_per_month | Amount_invested_monthly | Monthly_Balance | Credit_Mix | Credit_Score | Occupation_Accountant | Occupation_Architect | Occupation_Developer | Occupation_Doctor | Occupation_Engineer | Occupation_Entrepreneur | Occupation_Journalist | Occupation_Lawyer | Occupation_Manager | Occupation_Mechanic | Occupation_Media_Manager | Occupation_Musician | Occupation_Scientist | Occupation_Teacher | Occupation_Writer | Payment_of_Min_Amount_NM | Payment_of_Min_Amount_No | Payment_of_Min_Amount_Yes | Payment_Behaviour_High_spent_Large_value_payments | Payment_Behaviour_High_spent_Medium_value_payments | Payment_Behaviour_High_spent_Small_value_payments | Payment_Behaviour_Low_spent_Large_value_payments | Payment_Behaviour_Low_spent_Medium_value_payments | Payment_Behaviour_Low_spent_Small_value_payments | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Age | 1.000 | 0.096 | 0.079 | -0.205 | -0.161 | -0.230 | -0.201 | -0.197 | -0.197 | -0.131 | -0.228 | -0.239 | 0.018 | 0.217 | -0.075 | 0.056 | 0.130 | 0.183 | 0.253 | 0.000 | 0.023 | 0.007 | 0.024 | 0.022 | 0.026 | 0.033 | 0.018 | 0.027 | 0.007 | 0.000 | 0.026 | 0.000 | 0.031 | 0.022 | 0.000 | 0.305 | 0.296 | 0.053 | 0.000 | 0.000 | 0.000 | 0.012 | 0.049 |
| Annual_Income | 0.096 | 1.000 | 0.891 | -0.312 | -0.251 | -0.329 | -0.277 | -0.285 | -0.295 | -0.161 | -0.318 | -0.339 | 0.144 | 0.304 | 0.473 | 0.564 | 0.577 | 0.009 | 0.011 | 0.008 | 0.000 | 0.011 | 0.000 | 0.007 | 0.000 | 0.000 | 0.039 | 0.000 | 0.000 | 0.000 | 0.007 | 0.015 | 0.000 | 0.000 | 0.000 | 0.017 | 0.000 | 0.009 | 0.000 | 0.008 | 0.000 | 0.016 | 0.000 |
| Monthly_Inhand_Salary | 0.079 | 0.891 | 1.000 | -0.264 | -0.214 | -0.284 | -0.231 | -0.242 | -0.251 | -0.134 | -0.268 | -0.289 | 0.123 | 0.260 | 0.443 | 0.522 | 0.534 | 0.226 | 0.312 | 0.026 | 0.017 | 0.024 | 0.024 | 0.029 | 0.020 | 0.022 | 0.028 | 0.039 | 0.013 | 0.024 | 0.030 | 0.015 | 0.021 | 0.028 | 0.000 | 0.356 | 0.349 | 0.224 | 0.179 | 0.062 | 0.038 | 0.111 | 0.267 |
| Num_Bank_Accounts | -0.205 | -0.312 | -0.264 | 1.000 | 0.499 | 0.618 | 0.524 | 0.635 | 0.626 | 0.264 | 0.590 | 0.613 | -0.085 | -0.558 | 0.129 | -0.189 | -0.357 | 0.000 | 0.000 | 0.000 | 0.020 | 0.000 | 0.000 | 0.000 | 0.015 | 0.014 | 0.000 | 0.007 | 0.009 | 0.012 | 0.000 | 0.006 | 0.011 | 0.000 | 0.000 | 0.017 | 0.006 | 0.000 | 0.000 | 0.003 | 0.013 | 0.021 | 0.000 |
| Num_Credit_Card | -0.161 | -0.251 | -0.214 | 0.499 | 1.000 | 0.501 | 0.422 | 0.515 | 0.468 | 0.206 | 0.484 | 0.518 | -0.063 | -0.453 | 0.099 | -0.149 | -0.290 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.012 | 0.008 | 0.008 | 0.010 | 0.000 | 0.007 | 0.000 | 0.003 | 0.008 | 0.021 | 0.000 | 0.010 | 0.027 | 0.018 | 0.012 | 0.000 | 0.000 | 0.000 | 0.023 | 0.000 | 0.000 |
| Interest_Rate | -0.230 | -0.329 | -0.284 | 0.618 | 0.501 | 1.000 | 0.563 | 0.601 | 0.581 | 0.319 | 0.657 | 0.681 | -0.082 | -0.617 | 0.148 | -0.199 | -0.381 | 0.000 | 0.021 | 0.000 | 0.000 | 0.009 | 0.007 | 0.000 | 0.000 | 0.012 | 0.000 | 0.009 | 0.004 | 0.009 | 0.012 | 0.011 | 0.000 | 0.015 | 0.000 | 0.015 | 0.011 | 0.000 | 0.018 | 0.000 | 0.009 | 0.018 | 0.009 |
| Num_of_Loan | -0.201 | -0.277 | -0.231 | 0.524 | 0.422 | 0.563 | 1.000 | 0.512 | 0.515 | 0.260 | 0.550 | 0.632 | -0.102 | -0.573 | 0.468 | -0.168 | -0.487 | 0.003 | 0.005 | 0.003 | 0.000 | 0.017 | 0.008 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.000 | 0.000 | 0.000 | 0.013 | 0.014 | 0.000 | 0.000 | 0.000 | 0.021 | 0.004 | 0.000 |
| Delay_from_due_date | -0.197 | -0.285 | -0.242 | 0.635 | 0.515 | 0.601 | 0.512 | 1.000 | 0.596 | 0.239 | 0.578 | 0.613 | -0.072 | -0.550 | 0.145 | -0.175 | -0.342 | 0.456 | 0.584 | 0.018 | 0.042 | 0.015 | 0.028 | 0.019 | 0.010 | 0.037 | 0.013 | 0.023 | 0.017 | 0.009 | 0.021 | 0.024 | 0.035 | 0.031 | 0.000 | 0.589 | 0.578 | 0.086 | 0.039 | 0.000 | 0.000 | 0.007 | 0.096 |
| Num_of_Delayed_Payment | -0.197 | -0.295 | -0.251 | 0.626 | 0.468 | 0.581 | 0.515 | 0.596 | 1.000 | 0.222 | 0.548 | 0.588 | -0.087 | -0.536 | 0.141 | -0.177 | -0.351 | 0.000 | 0.001 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.014 | 0.019 | 0.011 | 0.011 | 0.000 | 0.000 | 0.008 | 0.013 | 0.000 | 0.000 | 0.000 | 0.023 | 0.004 | 0.022 | 0.011 | 0.000 | 0.000 |
| Changed_Credit_Limit | -0.131 | -0.161 | -0.134 | 0.264 | 0.206 | 0.319 | 0.260 | 0.239 | 0.222 | 1.000 | 0.313 | 0.352 | -0.041 | -0.340 | 0.074 | -0.094 | -0.174 | 0.357 | 0.288 | 0.031 | 0.015 | 0.022 | 0.008 | 0.013 | 0.027 | 0.027 | 0.007 | 0.029 | 0.037 | 0.023 | 0.000 | 0.000 | 0.002 | 0.026 | 0.000 | 0.415 | 0.405 | 0.054 | 0.007 | 0.016 | 0.000 | 0.000 | 0.048 |
| Num_Credit_Inquiries | -0.228 | -0.318 | -0.268 | 0.590 | 0.484 | 0.657 | 0.550 | 0.578 | 0.548 | 0.313 | 1.000 | 0.658 | -0.084 | -0.613 | 0.153 | -0.182 | -0.373 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.007 | 0.028 | 0.005 | 0.011 | 0.000 | 0.005 | 0.006 | 0.000 | 0.015 | 0.010 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 |
| Outstanding_Debt | -0.239 | -0.339 | -0.289 | 0.613 | 0.518 | 0.681 | 0.632 | 0.613 | 0.588 | 0.352 | 0.658 | 1.000 | -0.088 | -0.675 | 0.165 | -0.200 | -0.411 | 0.513 | 0.648 | 0.010 | 0.027 | 0.036 | 0.019 | 0.041 | 0.030 | 0.024 | 0.023 | 0.050 | 0.039 | 0.033 | 0.035 | 0.000 | 0.034 | 0.020 | 0.000 | 0.703 | 0.690 | 0.112 | 0.042 | 0.000 | 0.000 | 0.000 | 0.121 |
| Credit_Utilization_Ratio | 0.018 | 0.144 | 0.123 | -0.085 | -0.063 | -0.082 | -0.102 | -0.072 | -0.087 | -0.041 | -0.084 | -0.088 | 1.000 | 0.068 | 0.012 | 0.031 | 0.190 | 0.082 | 0.097 | 0.000 | 0.000 | 0.014 | 0.000 | 0.008 | 0.013 | 0.005 | 0.003 | 0.009 | 0.000 | 0.015 | 0.000 | 0.000 | 0.000 | 0.011 | 0.004 | 0.125 | 0.120 | 0.152 | 0.056 | 0.016 | 0.029 | 0.042 | 0.092 |
| Credit_History_Age | 0.217 | 0.304 | 0.260 | -0.558 | -0.453 | -0.617 | -0.573 | -0.550 | -0.536 | -0.340 | -0.613 | -0.675 | 0.068 | 1.000 | -0.156 | 0.183 | 0.373 | 0.427 | 0.562 | 0.015 | 0.023 | 0.027 | 0.022 | 0.000 | 0.043 | 0.025 | 0.025 | 0.026 | 0.034 | 0.015 | 0.012 | 0.028 | 0.026 | 0.029 | 0.014 | 0.650 | 0.639 | 0.095 | 0.029 | 0.019 | 0.007 | 0.000 | 0.105 |
| Total_EMI_per_month | -0.075 | 0.473 | 0.443 | 0.129 | 0.099 | 0.148 | 0.468 | 0.145 | 0.141 | 0.074 | 0.153 | 0.165 | 0.012 | -0.156 | 1.000 | 0.269 | 0.030 | 0.000 | 0.013 | 0.000 | 0.000 | 0.014 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.014 | 0.000 | 0.010 | 0.000 | 0.007 | 0.000 | 0.000 | 0.009 | 0.018 | 0.000 | 0.008 | 0.003 | 0.000 |
| Amount_invested_monthly | 0.056 | 0.564 | 0.522 | -0.189 | -0.149 | -0.199 | -0.168 | -0.175 | -0.177 | -0.094 | -0.182 | -0.200 | 0.031 | 0.183 | 0.269 | 1.000 | -0.005 | 0.052 | 0.105 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.005 | 0.011 | 0.000 | 0.000 | 0.008 | 0.086 | 0.084 | 0.040 | 0.046 | 0.035 | 0.000 | 0.060 | 0.044 |
| Monthly_Balance | 0.130 | 0.577 | 0.534 | -0.357 | -0.290 | -0.381 | -0.487 | -0.342 | -0.351 | -0.174 | -0.373 | -0.411 | 0.190 | 0.373 | 0.030 | -0.005 | 1.000 | 0.259 | 0.325 | 0.007 | 0.003 | 0.011 | 0.007 | 0.016 | 0.000 | 0.023 | 0.019 | 0.019 | 0.012 | 0.004 | 0.025 | 0.000 | 0.000 | 0.011 | 0.000 | 0.394 | 0.385 | 0.409 | 0.267 | 0.083 | 0.089 | 0.105 | 0.349 |
| Credit_Mix | 0.183 | 0.009 | 0.226 | 0.000 | 0.000 | 0.000 | 0.003 | 0.456 | 0.000 | 0.357 | 0.010 | 0.513 | 0.082 | 0.427 | 0.000 | 0.052 | 0.259 | 1.000 | 0.533 | 0.000 | 0.000 | 0.000 | 0.011 | 0.006 | 0.000 | 0.010 | 0.000 | 0.022 | 0.020 | 0.026 | 0.013 | 0.000 | 0.000 | 0.026 | 0.000 | 0.663 | 0.651 | 0.090 | 0.031 | 0.009 | 0.000 | 0.004 | 0.095 |
| Credit_Score | 0.253 | 0.011 | 0.312 | 0.000 | 0.000 | 0.021 | 0.005 | 0.584 | 0.001 | 0.288 | 0.000 | 0.648 | 0.097 | 0.562 | 0.013 | 0.105 | 0.325 | 0.533 | 1.000 | 0.004 | 0.000 | 0.004 | 0.000 | 0.000 | 0.005 | 0.008 | 0.000 | 0.000 | 0.011 | 0.019 | 0.016 | 0.000 | 0.000 | 0.024 | 0.003 | 0.594 | 0.585 | 0.110 | 0.054 | 0.023 | 0.000 | 0.003 | 0.135 |
| Occupation_Accountant | 0.000 | 0.008 | 0.026 | 0.000 | 0.013 | 0.000 | 0.003 | 0.018 | 0.000 | 0.031 | 0.000 | 0.010 | 0.000 | 0.015 | 0.000 | 0.000 | 0.007 | 0.000 | 0.004 | 1.000 | 0.067 | 0.066 | 0.065 | 0.069 | 0.067 | 0.066 | 0.067 | 0.066 | 0.066 | 0.064 | 0.065 | 0.104 | 0.069 | 0.062 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 |
| Occupation_Architect | 0.023 | 0.000 | 0.017 | 0.020 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.015 | 0.000 | 0.027 | 0.000 | 0.023 | 0.000 | 0.000 | 0.003 | 0.000 | 0.000 | 0.067 | 1.000 | 0.065 | 0.064 | 0.068 | 0.066 | 0.065 | 0.066 | 0.066 | 0.066 | 0.063 | 0.064 | 0.103 | 0.068 | 0.062 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Occupation_Developer | 0.007 | 0.011 | 0.024 | 0.000 | 0.000 | 0.009 | 0.017 | 0.015 | 0.004 | 0.022 | 0.000 | 0.036 | 0.014 | 0.027 | 0.014 | 0.000 | 0.011 | 0.000 | 0.004 | 0.066 | 0.065 | 1.000 | 0.063 | 0.067 | 0.065 | 0.064 | 0.065 | 0.065 | 0.065 | 0.062 | 0.063 | 0.101 | 0.067 | 0.061 | 0.000 | 0.010 | 0.003 | 0.000 | 0.004 | 0.004 | 0.000 | 0.003 | 0.000 |
| Occupation_Doctor | 0.024 | 0.000 | 0.024 | 0.000 | 0.012 | 0.007 | 0.008 | 0.028 | 0.000 | 0.008 | 0.011 | 0.019 | 0.000 | 0.022 | 0.012 | 0.000 | 0.007 | 0.011 | 0.000 | 0.065 | 0.064 | 0.063 | 1.000 | 0.066 | 0.064 | 0.063 | 0.064 | 0.064 | 0.064 | 0.061 | 0.063 | 0.100 | 0.066 | 0.060 | 0.000 | 0.008 | 0.010 | 0.000 | 0.008 | 0.000 | 0.005 | 0.012 | 0.000 |
| Occupation_Engineer | 0.022 | 0.007 | 0.029 | 0.000 | 0.008 | 0.000 | 0.000 | 0.019 | 0.000 | 0.013 | 0.000 | 0.041 | 0.008 | 0.000 | 0.000 | 0.005 | 0.016 | 0.006 | 0.000 | 0.069 | 0.068 | 0.067 | 0.066 | 1.000 | 0.069 | 0.067 | 0.068 | 0.068 | 0.068 | 0.066 | 0.067 | 0.106 | 0.070 | 0.064 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.004 | 0.004 | 0.000 | 0.000 |
| Occupation_Entrepreneur | 0.026 | 0.000 | 0.020 | 0.015 | 0.008 | 0.000 | 0.000 | 0.010 | 0.000 | 0.027 | 0.000 | 0.030 | 0.013 | 0.043 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.067 | 0.066 | 0.065 | 0.064 | 0.069 | 1.000 | 0.065 | 0.066 | 0.066 | 0.066 | 0.064 | 0.065 | 0.103 | 0.068 | 0.062 | 0.001 | 0.000 | 0.000 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Occupation_Journalist | 0.033 | 0.000 | 0.022 | 0.014 | 0.010 | 0.012 | 0.011 | 0.037 | 0.000 | 0.027 | 0.005 | 0.024 | 0.005 | 0.025 | 0.000 | 0.000 | 0.023 | 0.010 | 0.008 | 0.066 | 0.065 | 0.064 | 0.063 | 0.067 | 0.065 | 1.000 | 0.065 | 0.065 | 0.065 | 0.062 | 0.064 | 0.101 | 0.067 | 0.061 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 |
| Occupation_Lawyer | 0.018 | 0.039 | 0.028 | 0.000 | 0.000 | 0.000 | 0.000 | 0.013 | 0.014 | 0.007 | 0.000 | 0.023 | 0.003 | 0.025 | 0.000 | 0.000 | 0.019 | 0.000 | 0.000 | 0.067 | 0.066 | 0.065 | 0.064 | 0.068 | 0.066 | 0.065 | 1.000 | 0.066 | 0.066 | 0.063 | 0.064 | 0.103 | 0.068 | 0.062 | 0.006 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 |
| Occupation_Manager | 0.027 | 0.000 | 0.039 | 0.007 | 0.007 | 0.009 | 0.000 | 0.023 | 0.019 | 0.029 | 0.000 | 0.050 | 0.009 | 0.026 | 0.000 | 0.000 | 0.019 | 0.022 | 0.000 | 0.066 | 0.066 | 0.065 | 0.064 | 0.068 | 0.066 | 0.065 | 0.066 | 1.000 | 0.065 | 0.063 | 0.064 | 0.102 | 0.068 | 0.061 | 0.005 | 0.005 | 0.012 | 0.000 | 0.010 | 0.005 | 0.000 | 0.003 | 0.000 |
| Occupation_Mechanic | 0.007 | 0.000 | 0.013 | 0.009 | 0.000 | 0.004 | 0.000 | 0.017 | 0.011 | 0.037 | 0.007 | 0.039 | 0.000 | 0.034 | 0.000 | 0.000 | 0.012 | 0.020 | 0.011 | 0.066 | 0.066 | 0.065 | 0.064 | 0.068 | 0.066 | 0.065 | 0.066 | 0.065 | 1.000 | 0.063 | 0.064 | 0.102 | 0.068 | 0.061 | 0.000 | 0.000 | 0.000 | 0.001 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 |
| Occupation_Media_Manager | 0.000 | 0.000 | 0.024 | 0.012 | 0.003 | 0.009 | 0.000 | 0.009 | 0.011 | 0.023 | 0.028 | 0.033 | 0.015 | 0.015 | 0.005 | 0.010 | 0.004 | 0.026 | 0.019 | 0.064 | 0.063 | 0.062 | 0.061 | 0.066 | 0.064 | 0.062 | 0.063 | 0.063 | 0.063 | 1.000 | 0.062 | 0.098 | 0.065 | 0.059 | 0.011 | 0.006 | 0.016 | 0.000 | 0.000 | 0.009 | 0.000 | 0.002 | 0.000 |
| Occupation_Musician | 0.026 | 0.007 | 0.030 | 0.000 | 0.008 | 0.012 | 0.000 | 0.021 | 0.000 | 0.000 | 0.005 | 0.035 | 0.000 | 0.012 | 0.014 | 0.005 | 0.025 | 0.013 | 0.016 | 0.065 | 0.064 | 0.063 | 0.063 | 0.067 | 0.065 | 0.064 | 0.064 | 0.064 | 0.064 | 0.062 | 1.000 | 0.100 | 0.066 | 0.060 | 0.000 | 0.010 | 0.007 | 0.008 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 |
| Occupation_Scientist | 0.000 | 0.015 | 0.015 | 0.006 | 0.021 | 0.011 | 0.013 | 0.024 | 0.000 | 0.000 | 0.011 | 0.000 | 0.000 | 0.028 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.104 | 0.103 | 0.101 | 0.100 | 0.106 | 0.103 | 0.101 | 0.103 | 0.102 | 0.102 | 0.098 | 0.100 | 1.000 | 0.106 | 0.096 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.008 | 0.000 | 0.004 | 0.000 |
| Occupation_Teacher | 0.031 | 0.000 | 0.021 | 0.011 | 0.000 | 0.000 | 0.000 | 0.035 | 0.008 | 0.002 | 0.000 | 0.034 | 0.000 | 0.026 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.069 | 0.068 | 0.067 | 0.066 | 0.070 | 0.068 | 0.067 | 0.068 | 0.068 | 0.068 | 0.065 | 0.066 | 0.106 | 1.000 | 0.064 | 0.000 | 0.007 | 0.008 | 0.000 | 0.000 | 0.006 | 0.000 | 0.000 | 0.000 |
| Occupation_Writer | 0.022 | 0.000 | 0.028 | 0.000 | 0.010 | 0.015 | 0.000 | 0.031 | 0.013 | 0.026 | 0.005 | 0.020 | 0.011 | 0.029 | 0.000 | 0.000 | 0.011 | 0.026 | 0.024 | 0.062 | 0.062 | 0.061 | 0.060 | 0.064 | 0.062 | 0.061 | 0.062 | 0.061 | 0.061 | 0.059 | 0.060 | 0.096 | 0.064 | 1.000 | 0.000 | 0.010 | 0.009 | 0.000 | 0.000 | 0.007 | 0.000 | 0.004 | 0.000 |
| Payment_of_Min_Amount_NM | 0.000 | 0.000 | 0.000 | 0.000 | 0.027 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.000 | 0.004 | 0.014 | 0.007 | 0.008 | 0.000 | 0.000 | 0.003 | 0.013 | 0.000 | 0.000 | 0.000 | 0.000 | 0.001 | 0.003 | 0.006 | 0.005 | 0.000 | 0.011 | 0.000 | 0.000 | 0.000 | 0.000 | 1.000 | 0.301 | 0.365 | 0.000 | 0.000 | 0.006 | 0.000 | 0.004 | 0.000 |
| Payment_of_Min_Amount_No | 0.305 | 0.017 | 0.356 | 0.017 | 0.018 | 0.015 | 0.013 | 0.589 | 0.000 | 0.415 | 0.000 | 0.703 | 0.125 | 0.650 | 0.000 | 0.086 | 0.394 | 0.663 | 0.594 | 0.000 | 0.000 | 0.010 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.000 | 0.006 | 0.010 | 0.000 | 0.007 | 0.010 | 0.301 | 1.000 | 0.777 | 0.102 | 0.031 | 0.013 | 0.000 | 0.000 | 0.111 |
| Payment_of_Min_Amount_Yes | 0.296 | 0.000 | 0.349 | 0.006 | 0.012 | 0.011 | 0.014 | 0.578 | 0.000 | 0.405 | 0.015 | 0.690 | 0.120 | 0.639 | 0.000 | 0.084 | 0.385 | 0.651 | 0.585 | 0.000 | 0.000 | 0.003 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.012 | 0.000 | 0.016 | 0.007 | 0.000 | 0.008 | 0.009 | 0.365 | 0.777 | 1.000 | 0.101 | 0.032 | 0.005 | 0.000 | 0.001 | 0.108 |
| Payment_Behaviour_High_spent_Large_value_payments | 0.053 | 0.009 | 0.224 | 0.000 | 0.000 | 0.000 | 0.000 | 0.086 | 0.023 | 0.054 | 0.010 | 0.112 | 0.152 | 0.095 | 0.009 | 0.040 | 0.409 | 0.090 | 0.110 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.004 | 0.000 | 0.006 | 0.000 | 0.001 | 0.000 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.102 | 0.101 | 1.000 | 0.174 | 0.139 | 0.133 | 0.160 | 0.281 |
| Payment_Behaviour_High_spent_Medium_value_payments | 0.000 | 0.000 | 0.179 | 0.000 | 0.000 | 0.018 | 0.000 | 0.039 | 0.004 | 0.007 | 0.000 | 0.042 | 0.056 | 0.029 | 0.018 | 0.046 | 0.267 | 0.031 | 0.054 | 0.000 | 0.000 | 0.004 | 0.008 | 0.000 | 0.000 | 0.000 | 0.000 | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.031 | 0.032 | 0.174 | 1.000 | 0.158 | 0.151 | 0.183 | 0.321 |
| Payment_Behaviour_High_spent_Small_value_payments | 0.000 | 0.008 | 0.062 | 0.003 | 0.000 | 0.000 | 0.000 | 0.000 | 0.022 | 0.016 | 0.000 | 0.000 | 0.016 | 0.019 | 0.000 | 0.035 | 0.083 | 0.009 | 0.023 | 0.004 | 0.000 | 0.004 | 0.000 | 0.004 | 0.000 | 0.007 | 0.000 | 0.005 | 0.000 | 0.009 | 0.007 | 0.008 | 0.006 | 0.007 | 0.006 | 0.013 | 0.005 | 0.139 | 0.158 | 1.000 | 0.121 | 0.146 | 0.256 |
| Payment_Behaviour_Low_spent_Large_value_payments | 0.000 | 0.000 | 0.038 | 0.013 | 0.023 | 0.009 | 0.021 | 0.000 | 0.011 | 0.000 | 0.011 | 0.000 | 0.029 | 0.007 | 0.008 | 0.000 | 0.089 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.005 | 0.004 | 0.000 | 0.000 | 0.000 | 0.000 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.133 | 0.151 | 0.121 | 1.000 | 0.139 | 0.244 |
| Payment_Behaviour_Low_spent_Medium_value_payments | 0.012 | 0.016 | 0.111 | 0.021 | 0.000 | 0.018 | 0.004 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 | 0.042 | 0.000 | 0.003 | 0.060 | 0.105 | 0.004 | 0.003 | 0.000 | 0.000 | 0.003 | 0.012 | 0.000 | 0.000 | 0.000 | 0.000 | 0.003 | 0.000 | 0.002 | 0.000 | 0.004 | 0.000 | 0.004 | 0.004 | 0.000 | 0.001 | 0.160 | 0.183 | 0.146 | 0.139 | 1.000 | 0.295 |
| Payment_Behaviour_Low_spent_Small_value_payments | 0.049 | 0.000 | 0.267 | 0.000 | 0.000 | 0.009 | 0.000 | 0.096 | 0.000 | 0.048 | 0.000 | 0.121 | 0.092 | 0.105 | 0.000 | 0.044 | 0.349 | 0.095 | 0.135 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.111 | 0.108 | 0.281 | 0.321 | 0.256 | 0.244 | 0.295 | 1.000 |
| Age | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | Num_of_Loan | Delay_from_due_date | Num_of_Delayed_Payment | Changed_Credit_Limit | Num_Credit_Inquiries | Credit_Mix | Outstanding_Debt | Credit_Utilization_Ratio | Credit_History_Age | Total_EMI_per_month | Amount_invested_monthly | Monthly_Balance | Credit_Score | Occupation_Accountant | Occupation_Architect | Occupation_Developer | Occupation_Doctor | Occupation_Engineer | Occupation_Entrepreneur | Occupation_Journalist | Occupation_Lawyer | Occupation_Manager | Occupation_Mechanic | Occupation_Media_Manager | Occupation_Musician | Occupation_Scientist | Occupation_Teacher | Occupation_Writer | Payment_of_Min_Amount_NM | Payment_of_Min_Amount_No | Payment_of_Min_Amount_Yes | Payment_Behaviour_High_spent_Large_value_payments | Payment_Behaviour_High_spent_Medium_value_payments | Payment_Behaviour_High_spent_Small_value_payments | Payment_Behaviour_Low_spent_Large_value_payments | Payment_Behaviour_Low_spent_Medium_value_payments | Payment_Behaviour_Low_spent_Small_value_payments | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 18 | 31633.54 | 2930.13 | 1.0 | 5 | 8 | 3 | 6.0 | 6.0 | 12.70 | 4.0 | 3 | 846.45 | 37.934665 | 266.0 | 50.768440 | 275.759795 | 246.484598 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 |
| 1 | 31 | 33446.44 | 3080.56 | 6.0 | 6 | 24 | 6 | 21.0 | 19.0 | 22.45 | 13.0 | 3 | 2953.68 | 37.895848 | 115.0 | 133.355905 | 93.650442 | 348.813987 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 |
| 2 | 37 | 21212.42 | 1910.70 | 1.0 | 4 | 12 | 4 | 6.0 | 14.0 | 3.08 | 4.0 | 3 | 479.83 | 36.491037 | 277.0 | 50.305036 | 172.477693 | 238.287438 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 3 | 33 | 60938.13 | 5163.18 | 10.0 | 8 | 31 | 8 | 24.0 | 18.0 | 12.49 | 9.0 | 1 | 3947.24 | 21.744884 | 58.0 | 378.304673 | 166.487676 | 231.525401 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 |
| 4 | 18 | 73057.16 | 5998.10 | 4.0 | 6 | 32 | 2 | 24.0 | 14.0 | 10.00 | 14.0 | 2 | 2569.09 | 27.350833 | 114.0 | 91.354188 | 66.232154 | 692.223325 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 |
| 5 | 25 | 40782.69 | 3157.56 | 2.0 | 6 | 7 | 2 | 19.0 | 14.0 | 7.68 | 3.0 | 3 | 1233.24 | 38.323940 | 343.0 | 39.548996 | 155.936875 | 410.269879 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 6 | 29 | 62848.88 | 4546.21 | 7.0 | 7 | 8 | 5 | 16.0 | 19.0 | 15.34 | 4.0 | 2 | 2680.87 | 38.700305 | 81.0 | 767.947345 | 206.017263 | 317.267904 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 |
| 7 | 42 | 20204.27 | 3080.56 | 4.0 | 5 | 19 | 4 | 18.0 | 9.0 | 16.50 | 9.0 | 2 | 335.04 | 32.860511 | 241.0 | 27.578672 | 77.279445 | 369.910800 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 8 | 34 | 94312.05 | 7702.34 | 5.0 | 6 | 5 | 1 | 13.0 | 11.0 | 0.53 | 3.0 | 3 | 118.80 | 37.561138 | 395.0 | 61.367912 | 616.888909 | 361.976929 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 9 | 23 | 18283.91 | 1747.66 | 6.0 | 10 | 29 | 6 | 27.0 | 20.0 | 3.87 | 10.0 | 1 | 2521.40 | 29.262379 | 116.0 | 54.721201 | 74.865187 | 335.179529 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| Age | Annual_Income | Monthly_Inhand_Salary | Num_Bank_Accounts | Num_Credit_Card | Interest_Rate | Num_of_Loan | Delay_from_due_date | Num_of_Delayed_Payment | Changed_Credit_Limit | Num_Credit_Inquiries | Credit_Mix | Outstanding_Debt | Credit_Utilization_Ratio | Credit_History_Age | Total_EMI_per_month | Amount_invested_monthly | Monthly_Balance | Credit_Score | Occupation_Accountant | Occupation_Architect | Occupation_Developer | Occupation_Doctor | Occupation_Engineer | Occupation_Entrepreneur | Occupation_Journalist | Occupation_Lawyer | Occupation_Manager | Occupation_Mechanic | Occupation_Media_Manager | Occupation_Musician | Occupation_Scientist | Occupation_Teacher | Occupation_Writer | Payment_of_Min_Amount_NM | Payment_of_Min_Amount_No | Payment_of_Min_Amount_Yes | Payment_Behaviour_High_spent_Large_value_payments | Payment_Behaviour_High_spent_Medium_value_payments | Payment_Behaviour_High_spent_Small_value_payments | Payment_Behaviour_Low_spent_Large_value_payments | Payment_Behaviour_Low_spent_Medium_value_payments | Payment_Behaviour_Low_spent_Small_value_payments | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 23403 | 47 | 31895.07 | 2488.92 | 3.0 | 6 | 2 | 4 | 12.0 | 10.0 | 3.06 | 2.0 | 3 | 220.33 | 31.023495 | 213.490926 | 60.322845 | 29.857576 | 408.711828 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 |
| 23404 | 22 | 15088.35 | 1231.36 | 7.0 | 8 | 29 | 3 | 38.0 | 19.0 | 8.88 | 6.0 | 1 | 2126.67 | 26.396729 | 192.000000 | 37.104879 | 102.261844 | 273.769527 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| 23405 | 27 | 19653.61 | 1800.80 | 9.0 | 5 | 25 | 7 | 25.0 | 20.0 | 25.67 | 11.0 | 1 | 3838.00 | 33.404339 | 165.000000 | 63.368663 | 49.648561 | 327.062859 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 |
| 23406 | 41 | 8283.98 | 764.33 | 8.0 | 4 | 17 | 5 | 26.0 | 9.0 | 14.47 | 6.0 | 2 | 1225.06 | 29.029478 | 148.000000 | 27.717670 | 77.687855 | 261.027683 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| 23407 | 14 | 19556.16 | 1865.68 | 7.0 | 7 | 33 | 5 | 34.0 | 15.0 | 21.55 | 9.0 | 3 | 2850.96 | 22.700326 | 213.490926 | 65.797370 | 134.355560 | 258.870759 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |
| 23408 | 38 | 57810.68 | 4896.56 | 7.0 | 5 | 7 | 4 | 29.0 | 16.0 | 7.37 | 8.0 | 3 | 1419.99 | 27.141606 | 364.000000 | 131.871482 | 416.933866 | 230.850318 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 |
| 23409 | 37 | 15597.31 | 1456.78 | 8.0 | 5 | 9 | 5 | 15.0 | 19.0 | 11.30 | 6.0 | 2 | 741.46 | 32.418000 | 66.000000 | 45.804440 | 142.100773 | 237.772370 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 23410 | 33 | 179948.84 | 14836.74 | 0.0 | 5 | 4 | 3 | 30.0 | 0.0 | -4.65 | 4.0 | 3 | 1104.31 | 31.508604 | 380.000000 | 446.259347 | 10000.000000 | 309.497362 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 |
| 23411 | 32 | 7821.24 | 468.77 | 8.0 | 1112 | 29 | 6 | 62.0 | 17.0 | 19.34 | 7.0 | 1 | 2924.76 | 33.575214 | 123.000000 | 19.727923 | 20.269324 | 286.879752 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 |
| 23412 | 41 | 20889.65 | 1710.80 | 6.0 | 10 | 19 | 5 | 54.0 | 20.0 | 28.05 | 12.0 | 3 | 4323.55 | 30.045846 | 60.000000 | 43.676463 | 197.502352 | 219.901601 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 |